Overview

Brought to you by YData

Dataset statistics

Number of variables	21
Number of observations	17,953
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	14.5 MiB
Average record size in memory	848.6 B

Variable types

Text	1
DateTime	2
Categorical	5
Numeric	13

Alerts

`price_original` has 252 (1.4%) zeros	Zeros
`price_discounted` has 9961 (55.5%) zeros	Zeros

Reproduction

Analysis started	2025-11-16 09:51:44.722355
Analysis finished	2025-11-16 09:52:02.682004
Duration	17.96 seconds
Software version	ydata-profiling vv4.17.0
Download configuration	config.json

company_name
Text

Distinct	333
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Memory size	2.5 MiB

Length

Max length	31
Median length	23
Mean length	12.776305
Min length	6

Characters and Unicode

Total characters	229,373
Distinct characters	110
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	< 0.1%

Sample

1st row	Hoàng Thuỷ
2nd row	Sinh Diên Hồng
3rd row	Phong Phú
4th row	Kính Diên Hồng
5th row	Đức Đạt

Value	Count	Frequency (%)
limousine	4589	9.8%
anh	1551	3.3%
hà	1263	2.7%
phát	1179	2.5%
travel	1048	2.2%
minh	882	1.9%
tân	856	1.8%
quang	799	1.7%
long	710	1.5%
hải	651	1.4%
Other values (292)	33148	71.0%

Most occurring characters

Value	Count	Frequency (%)
	28723	12.5%
n	23902	10.4%
i	16081	7.0%
h	13985	6.1%
u	10264	4.5%
o	8799	3.8%
T	7960	3.5%
e	7565	3.3%
g	7446	3.2%
a	7105	3.1%
Other values (100)	97543	42.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	229373	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	28723	12.5%
n	23902	10.4%
i	16081	7.0%
h	13985	6.1%
u	10264	4.5%
o	8799	3.8%
T	7960	3.5%
e	7565	3.3%
g	7446	3.2%
a	7105	3.1%
Other values (100)	97543	42.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	229373	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	28723	12.5%
n	23902	10.4%
i	16081	7.0%
h	13985	6.1%
u	10264	4.5%
o	8799	3.8%
T	7960	3.5%
e	7565	3.3%
g	7446	3.2%
a	7105	3.1%
Other values (100)	97543	42.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	229373	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	28723	12.5%
n	23902	10.4%
i	16081	7.0%
h	13985	6.1%
u	10264	4.5%
o	8799	3.8%
T	7960	3.5%
e	7565	3.3%
g	7446	3.2%
a	7105	3.1%
Other values (100)	97543	42.5%

departure_time
Date

Distinct	383
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Memory size	796.6 KiB

Minimum	2025-11-16 00:00:00
Maximum	2025-11-16 23:59:00
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=50)

pickup_point
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.3 MiB

Văn phòng	8100
Other	5023
Bến xe	4830

Length

Max length	9
Median length	6
Mean length	7.0737481
Min length	5

Characters and Unicode

Total characters	126,995
Distinct characters	15
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Bến xe
2nd row	Bến xe
3rd row	Văn phòng
4th row	Bến xe
5th row	Bến xe

Common Values

Value	Count	Frequency (%)
Văn phòng	8100	45.1%
Other	5023	28.0%
Bến xe	4830	26.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
văn	8100	26.2%
phòng	8100	26.2%
other	5023	16.3%
bến	4830	15.6%
xe	4830	15.6%

Most occurring characters

Value	Count	Frequency (%)
n	21030	16.6%
h	13123	10.3%
	12930	10.2%
e	9853	7.8%
V	8100	6.4%
ă	8100	6.4%
p	8100	6.4%
ò	8100	6.4%
g	8100	6.4%
O	5023	4.0%
Other values (5)	24536	19.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	126995	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	21030	16.6%
h	13123	10.3%
	12930	10.2%
e	9853	7.8%
V	8100	6.4%
ă	8100	6.4%
p	8100	6.4%
ò	8100	6.4%
g	8100	6.4%
O	5023	4.0%
Other values (5)	24536	19.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	126995	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	21030	16.6%
h	13123	10.3%
	12930	10.2%
e	9853	7.8%
V	8100	6.4%
ă	8100	6.4%
p	8100	6.4%
ò	8100	6.4%
g	8100	6.4%
O	5023	4.0%
Other values (5)	24536	19.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	126995	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	21030	16.6%
h	13123	10.3%
	12930	10.2%
e	9853	7.8%
V	8100	6.4%
ă	8100	6.4%
p	8100	6.4%
ò	8100	6.4%
g	8100	6.4%
O	5023	4.0%
Other values (5)	24536	19.3%

arrival_time
Date

Distinct	533
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Memory size	796.6 KiB

Minimum	2025-11-16 00:00:00
Maximum	2025-11-16 23:55:00
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=50)

dropoff_point
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.2 MiB

Văn phòng	7769
Other	5861
Bến xe	4323

Length

Max length	9
Median length	6
Mean length	6.9717596
Min length	5

Characters and Unicode

Total characters	125,164
Distinct characters	15
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Bến xe
2nd row	Bến xe
3rd row	Văn phòng
4th row	Bến xe
5th row	Bến xe

Common Values

Value	Count	Frequency (%)
Văn phòng	7769	43.3%
Other	5861	32.6%
Bến xe	4323	24.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
văn	7769	25.9%
phòng	7769	25.9%
other	5861	19.5%
bến	4323	14.4%
xe	4323	14.4%

Most occurring characters

Value	Count	Frequency (%)
n	19861	15.9%
h	13630	10.9%
	12092	9.7%
e	10184	8.1%
V	7769	6.2%
ă	7769	6.2%
p	7769	6.2%
ò	7769	6.2%
g	7769	6.2%
O	5861	4.7%
Other values (5)	24691	19.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	125164	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	19861	15.9%
h	13630	10.9%
	12092	9.7%
e	10184	8.1%
V	7769	6.2%
ă	7769	6.2%
p	7769	6.2%
ò	7769	6.2%
g	7769	6.2%
O	5861	4.7%
Other values (5)	24691	19.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	125164	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	19861	15.9%
h	13630	10.9%
	12092	9.7%
e	10184	8.1%
V	7769	6.2%
ă	7769	6.2%
p	7769	6.2%
ò	7769	6.2%
g	7769	6.2%
O	5861	4.7%
Other values (5)	24691	19.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	125164	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	19861	15.9%
h	13630	10.9%
	12092	9.7%
e	10184	8.1%
V	7769	6.2%
ă	7769	6.2%
p	7769	6.2%
ò	7769	6.2%
g	7769	6.2%
O	5861	4.7%
Other values (5)	24691	19.7%

price_original
Real number (ℝ)

Zeros

Distinct	99
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	333111.85

Minimum	0
Maximum	1200000
Zeros	252
Zeros (%)	1.4%
Negative	0
Negative (%)	0.0%
Memory size	796.6 KiB

Quantile statistics

Minimum	0
5-th percentile	150000
Q1	220000
median	300000
Q3	410000
95-th percentile	690000
Maximum	1200000
Range	1200000
Interquartile range (IQR)	190000

Descriptive statistics

Standard deviation	159885.66
Coefficient of variation (CV)	0.4799759
Kurtosis	1.4009059
Mean	333111.85
Median Absolute Deviation (MAD)	100000
Skewness	1.0002326
Sum	5.980357 × 10⁹
Variance	2.5563424 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
350000	1714	9.5%
300000	1432	8.0%
250000	1252	7.0%
450000	1019	5.7%
150000	1013	5.6%
400000	824	4.6%
200000	790	4.4%
190000	606	3.4%
500000	471	2.6%
320000	462	2.6%
Other values (89)	8370	46.6%

Value	Count	Frequency (%)
0	252	1.4%
70000	6	< 0.1%
75000	6	< 0.1%
80000	5	< 0.1%
100000	14	0.1%
110000	116	0.6%
120000	82	0.5%
130000	306	1.7%
140000	94	0.5%
149000	8	< 0.1%

Value	Count	Frequency (%)
1200000	9	0.1%
1100000	1	< 0.1%
1000000	5	< 0.1%
950000	7	< 0.1%
900000	28	0.2%
880000	2	< 0.1%
850000	74	0.4%
800000	212	1.2%
799000	14	0.1%
790000	7	< 0.1%

price_discounted
Real number (ℝ)

Zeros

Distinct	133
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	132047.33

Minimum	0
Maximum	900000
Zeros	9961
Zeros (%)	55.5%
Negative	0
Negative (%)	0.0%
Memory size	796.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	270000
95-th percentile	450000
Maximum	900000
Range	900000
Interquartile range (IQR)	270000

Descriptive statistics

Standard deviation	172912.62
Coefficient of variation (CV)	1.3094745
Kurtosis	0.7969025
Mean	132047.33
Median Absolute Deviation (MAD)	0
Skewness	1.1658629
Sum	2.3706458 × 10⁹
Variance	2.9898774 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9961	55.5%
270000	642	3.6%
300000	604	3.4%
170000	509	2.8%
450000	399	2.2%
225000	320	1.8%
350000	235	1.3%
120000	229	1.3%
400000	220	1.2%
299000	216	1.2%
Other values (123)	4618	25.7%

Value	Count	Frequency (%)
0	9961	55.5%
80000	12	0.1%
100000	100	0.6%
107000	162	0.9%
108000	70	0.4%
112000	15	0.1%
118000	90	0.5%
119000	23	0.1%
120000	229	1.3%
130000	55	0.3%

Value	Count	Frequency (%)
900000	7	< 0.1%
810000	9	0.1%
800000	7	< 0.1%
750000	74	0.4%
740000	8	< 0.1%
730000	14	0.1%
720000	5	< 0.1%
700000	99	0.6%
680000	11	0.1%
675000	13	0.1%

departure_date
Categorical

Distinct	8
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.8 MiB

2025-11-16	2796
2025-11-18	2689
2025-11-17	2677
2025-11-14	2658
2025-11-19	2654
Other values (3)	4479

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	179,530
Distinct characters	11
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2025-11-12
2nd row	2025-11-12
3rd row	2025-11-12
4th row	2025-11-12
5th row	2025-11-12

Common Values

Value	Count	Frequency (%)
2025-11-16	2796	15.6%
2025-11-18	2689	15.0%
2025-11-17	2677	14.9%
2025-11-14	2658	14.8%
2025-11-19	2654	14.8%
2025-11-13	2591	14.4%
2025-11-15	1313	7.3%
2025-11-12	575	3.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2025-11-16	2796	15.6%
2025-11-18	2689	15.0%
2025-11-17	2677	14.9%
2025-11-14	2658	14.8%
2025-11-19	2654	14.8%
2025-11-13	2591	14.4%
2025-11-15	1313	7.3%
2025-11-12	575	3.2%

Most occurring characters

Value	Count	Frequency (%)
1	53859	30.0%
2	36481	20.3%
-	35906	20.0%
5	19266	10.7%
0	17953	10.0%
6	2796	1.6%
8	2689	1.5%
7	2677	1.5%
4	2658	1.5%
9	2654	1.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	179530	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	53859	30.0%
2	36481	20.3%
-	35906	20.0%
5	19266	10.7%
0	17953	10.0%
6	2796	1.6%
8	2689	1.5%
7	2677	1.5%
4	2658	1.5%
9	2654	1.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	179530	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	53859	30.0%
2	36481	20.3%
-	35906	20.0%
5	19266	10.7%
0	17953	10.0%
6	2796	1.6%
8	2689	1.5%
7	2677	1.5%
4	2658	1.5%
9	2654	1.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	179530	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	53859	30.0%
2	36481	20.3%
-	35906	20.0%
5	19266	10.7%
0	17953	10.0%
6	2796	1.6%
8	2689	1.5%
7	2677	1.5%
4	2658	1.5%
9	2654	1.5%

start_point
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.4 MiB

Sài Gòn	7133
Hà Nội	6005
Đà Nẵng	4815

Length

Max length	7
Median length	7
Mean length	6.6655155
Min length	6

Characters and Unicode

Total characters	119,666
Distinct characters	13
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Sài Gòn
2nd row	Sài Gòn
3rd row	Sài Gòn
4th row	Sài Gòn
5th row	Sài Gòn

Common Values

Value	Count	Frequency (%)
Sài Gòn	7133	39.7%
Hà Nội	6005	33.4%
Đà Nẵng	4815	26.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
sài	7133	19.9%
gòn	7133	19.9%
hà	6005	16.7%
nội	6005	16.7%
đà	4815	13.4%
nẵng	4815	13.4%

Most occurring characters

Value	Count	Frequency (%)
à	17953	15.0%
	17953	15.0%
i	13138	11.0%
n	11948	10.0%
N	10820	9.0%
S	7133	6.0%
G	7133	6.0%
ò	7133	6.0%
H	6005	5.0%
ộ	6005	5.0%
Other values (3)	14445	12.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	119666	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
à	17953	15.0%
	17953	15.0%
i	13138	11.0%
n	11948	10.0%
N	10820	9.0%
S	7133	6.0%
G	7133	6.0%
ò	7133	6.0%
H	6005	5.0%
ộ	6005	5.0%
Other values (3)	14445	12.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	119666	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
à	17953	15.0%
	17953	15.0%
i	13138	11.0%
n	11948	10.0%
N	10820	9.0%
S	7133	6.0%
G	7133	6.0%
ò	7133	6.0%
H	6005	5.0%
ộ	6005	5.0%
Other values (3)	14445	12.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	119666	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
à	17953	15.0%
	17953	15.0%
i	13138	11.0%
n	11948	10.0%
N	10820	9.0%
S	7133	6.0%
G	7133	6.0%
ò	7133	6.0%
H	6005	5.0%
ộ	6005	5.0%
Other values (3)	14445	12.1%

destination
Categorical

Distinct	21
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.5 MiB

Nha Trang - Khánh Hòa	1370
Quảng Ninh	1117
Ninh Bình	1017
Gia Lai	952
Bình Thuận	943
Other values (16)	12554

Length

Max length	21
Median length	15
Mean length	10.68774
Min length	6

Characters and Unicode

Total characters	191,877
Distinct characters	50
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Gia Lai
2nd row	Gia Lai
3rd row	Gia Lai
4th row	Gia Lai
5th row	Gia Lai

Common Values

Value	Count	Frequency (%)
Nha Trang - Khánh Hòa	1370	7.6%
Quảng Ninh	1117	6.2%
Ninh Bình	1017	5.7%
Gia Lai	952	5.3%
Bình Thuận	943	5.3%
Bà Rịa-Vũng Tàu	920	5.1%
Phú Yên	920	5.1%
Hải Phòng	909	5.1%
Thừa Thiên-Huế	908	5.1%
Đà Lạt - Lâm Đồng	907	5.1%
Other values (11)	7990	44.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
	3056	6.6%
quảng	2916	6.3%
ninh	2840	6.2%
bình	1960	4.3%
thuận	1649	3.6%
hà	1376	3.0%
nha	1370	3.0%
khánh	1370	3.0%
hòa	1370	3.0%
trang	1370	3.0%
Other values (33)	26717	58.1%

Most occurring characters

Value	Count	Frequency (%)
	28041	14.6%
n	19903	10.4%
h	16613	8.7%
a	13819	7.2%
i	9983	5.2%
g	9625	5.0%
N	7461	3.9%
T	6516	3.4%
u	6393	3.3%
H	5324	2.8%
Other values (40)	68199	35.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	191877	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	28041	14.6%
n	19903	10.4%
h	16613	8.7%
a	13819	7.2%
i	9983	5.2%
g	9625	5.0%
N	7461	3.9%
T	6516	3.4%
u	6393	3.3%
H	5324	2.8%
Other values (40)	68199	35.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	191877	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	28041	14.6%
n	19903	10.4%
h	16613	8.7%
a	13819	7.2%
i	9983	5.2%
g	9625	5.0%
N	7461	3.9%
T	6516	3.4%
u	6393	3.3%
H	5324	2.8%
Other values (40)	68199	35.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	191877	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	28041	14.6%
n	19903	10.4%
h	16613	8.7%
a	13819	7.2%
i	9983	5.2%
g	9625	5.0%
N	7461	3.9%
T	6516	3.4%
u	6393	3.3%
H	5324	2.8%
Other values (40)	68199	35.5%

rating_safety
Real number (ℝ)

Distinct	23
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.583947

Minimum	2.3
Maximum	5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	796.6 KiB

Quantile statistics

Minimum	2.3
5-th percentile	3.9
Q1	4.5
median	4.7
Q3	4.8
95-th percentile	5
Maximum	5
Range	2.7
Interquartile range (IQR)	0.3

Descriptive statistics

Standard deviation	0.36319763
Coefficient of variation (CV)	0.079232511
Kurtosis	4.6621875
Mean	4.583947
Median Absolute Deviation (MAD)	0.2
Skewness	-1.7882467
Sum	82295.6
Variance	0.13191252
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
4.7	3552	19.8%
4.8	2928	16.3%
4.5	1923	10.7%
5	1908	10.6%
4.9	1643	9.2%
4.6	1601	8.9%
4.3	1021	5.7%
4.4	748	4.2%
4.2	733	4.1%
4.1	595	3.3%
Other values (13)	1301	7.2%

Value	Count	Frequency (%)
2.3	16	0.1%
2.4	6	< 0.1%
3	84	0.5%
3.1	14	0.1%
3.2	64	0.4%
3.3	141	0.8%
3.4	52	0.3%
3.5	31	0.2%
3.6	65	0.4%
3.7	257	1.4%

Value	Count	Frequency (%)
5	1908	10.6%
4.9	1643	9.2%
4.8	2928	16.3%
4.7	3552	19.8%
4.6	1601	8.9%
4.5	1923	10.7%
4.4	748	4.2%
4.3	1021	5.7%
4.2	733	4.1%
4.1	595	3.3%

rating_info_accuracy
Real number (ℝ)

Distinct	29
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.4525706

Minimum	1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	796.6 KiB

Quantile statistics

Minimum	1
5-th percentile	3.6
Q1	4.2
median	4.6
Q3	4.8
95-th percentile	5
Maximum	5
Range	4
Interquartile range (IQR)	0.6

Descriptive statistics

Standard deviation	0.46560532
Coefficient of variation (CV)	0.10457
Kurtosis	5.4302731
Mean	4.4525706
Median Absolute Deviation (MAD)	0.2
Skewness	-1.8396043
Sum	79937
Variance	0.21678832
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
4.7	2941	16.4%
4.6	2316	12.9%
4.8	1966	11.0%
4.9	1566	8.7%
4.5	1354	7.5%
4.4	1220	6.8%
5	1091	6.1%
4.1	956	5.3%
4.3	915	5.1%
3.9	783	4.4%
Other values (19)	2845	15.8%

Value	Count	Frequency (%)
1	17	0.1%
2	4	< 0.1%
2.3	22	0.1%
2.5	19	0.1%
2.6	22	0.1%
2.7	126	0.7%
2.8	87	0.5%
2.9	8	< 0.1%
3	96	0.5%
3.1	14	0.1%

Value	Count	Frequency (%)
5	1091	6.1%
4.9	1566	8.7%
4.8	1966	11.0%
4.7	2941	16.4%
4.6	2316	12.9%
4.5	1354	7.5%
4.4	1220	6.8%
4.3	915	5.1%
4.2	746	4.2%
4.1	956	5.3%

rating_info_completeness
Real number (ℝ)

Distinct	28
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.5107949

Minimum	1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	796.6 KiB

Quantile statistics

Minimum	1
5-th percentile	3.7
Q1	4.3
median	4.6
Q3	4.8
95-th percentile	5
Maximum	5
Range	4
Interquartile range (IQR)	0.5

Descriptive statistics

Standard deviation	0.4230589
Coefficient of variation (CV)	0.093788104
Kurtosis	6.0440824
Mean	4.5107949
Median Absolute Deviation (MAD)	0.2
Skewness	-2.0032813
Sum	80982.3
Variance	0.17897883
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
4.7	3360	18.7%
4.8	2535	14.1%
4.6	2208	12.3%
4.9	1724	9.6%
4.5	1568	8.7%
4.3	1280	7.1%
5	1045	5.8%
4.1	884	4.9%
4.4	747	4.2%
4.2	576	3.2%
Other values (18)	2026	11.3%

Value	Count	Frequency (%)
1	7	< 0.1%
2.4	6	< 0.1%
2.5	24	0.1%
2.6	82	0.5%
2.7	56	0.3%
2.8	14	0.1%
2.9	27	0.2%
3	116	0.6%
3.1	15	0.1%
3.2	41	0.2%

Value	Count	Frequency (%)
5	1045	5.8%
4.9	1724	9.6%
4.8	2535	14.1%
4.7	3360	18.7%
4.6	2208	12.3%
4.5	1568	8.7%
4.4	747	4.2%
4.3	1280	7.1%
4.2	576	3.2%
4.1	884	4.9%

rating_staff_attitude
Real number (ℝ)

Distinct	25
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.4859968

Minimum	1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	796.6 KiB

Quantile statistics

Minimum	1
5-th percentile	3.7
Q1	4.3
median	4.6
Q3	4.8
95-th percentile	5
Maximum	5
Range	4
Interquartile range (IQR)	0.5

Descriptive statistics

Standard deviation	0.42575818
Coefficient of variation (CV)	0.094908268
Kurtosis	7.8655685
Mean	4.4859968
Median Absolute Deviation (MAD)	0.2
Skewness	-1.9774285
Sum	80537.1
Variance	0.18127003
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
4.6	2969	16.5%
4.7	2271	12.6%
4.5	1881	10.5%
4.8	1827	10.2%
4.9	1518	8.5%
5	1401	7.8%
4.4	1178	6.6%
4.2	901	5.0%
4.3	854	4.8%
4	814	4.5%
Other values (15)	2339	13.0%

Value	Count	Frequency (%)
1	24	0.1%
2.7	66	0.4%
2.8	75	0.4%
2.9	5	< 0.1%
3	75	0.4%
3.1	29	0.2%
3.2	106	0.6%
3.3	26	0.1%
3.4	110	0.6%
3.5	117	0.7%

Value	Count	Frequency (%)
5	1401	7.8%
4.9	1518	8.5%
4.8	1827	10.2%
4.7	2271	12.6%
4.6	2969	16.5%
4.5	1881	10.5%
4.4	1178	6.6%
4.3	854	4.8%
4.2	901	5.0%
4.1	619	3.4%

rating_comfort
Real number (ℝ)

Distinct	29
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.4351362

Minimum	1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	796.6 KiB

Quantile statistics

Minimum	1
5-th percentile	3.6
Q1	4.2
median	4.6
Q3	4.7
95-th percentile	5
Maximum	5
Range	4
Interquartile range (IQR)	0.5

Descriptive statistics

Standard deviation	0.46482656
Coefficient of variation (CV)	0.10480548
Kurtosis	5.8150221
Mean	4.4351362
Median Absolute Deviation (MAD)	0.2
Skewness	-1.8275444
Sum	79624
Variance	0.21606373
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
4.7	2601	14.5%
4.6	2355	13.1%
4.5	1756	9.8%
4.8	1735	9.7%
4.4	1603	8.9%
5	1261	7.0%
4.9	1162	6.5%
4	1041	5.8%
4.3	879	4.9%
4.2	857	4.8%
Other values (19)	2703	15.1%

Value	Count	Frequency (%)
1	16	0.1%
1.7	16	0.1%
2	20	0.1%
2.4	6	< 0.1%
2.5	24	0.1%
2.6	79	0.4%
2.8	34	0.2%
2.9	15	0.1%
3	139	0.8%
3.1	24	0.1%

Value	Count	Frequency (%)
5	1261	7.0%
4.9	1162	6.5%
4.8	1735	9.7%
4.7	2601	14.5%
4.6	2355	13.1%
4.5	1756	9.8%
4.4	1603	8.9%
4.3	879	4.9%
4.2	857	4.8%
4.1	275	1.5%

rating_service_quality
Real number (ℝ)

Distinct	30
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.4015262

Minimum	1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	796.6 KiB

Quantile statistics

Minimum	1
5-th percentile	3.6
Q1	4.2
median	4.5
Q3	4.7
95-th percentile	5
Maximum	5
Range	4
Interquartile range (IQR)	0.5

Descriptive statistics

Standard deviation	0.4767195
Coefficient of variation (CV)	0.10830777
Kurtosis	3.4344438
Mean	4.4015262
Median Absolute Deviation (MAD)	0.3
Skewness	-1.5189005
Sum	79020.6
Variance	0.22726149
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
4.7	2579	14.4%
4.6	1998	11.1%
4.4	1834	10.2%
4.5	1628	9.1%
4.9	1487	8.3%
4.8	1465	8.2%
4.2	989	5.5%
5	956	5.3%
4	740	4.1%
3.8	710	4.0%
Other values (20)	3567	19.9%

Value	Count	Frequency (%)
1	7	< 0.1%
2	17	0.1%
2.3	16	0.1%
2.4	33	0.2%
2.5	5	< 0.1%
2.6	77	0.4%
2.7	37	0.2%
2.8	24	0.1%
2.9	123	0.7%
3	116	0.6%

Value	Count	Frequency (%)
5	956	5.3%
4.9	1487	8.3%
4.8	1465	8.2%
4.7	2579	14.4%
4.6	1998	11.1%
4.5	1628	9.1%
4.4	1834	10.2%
4.3	709	3.9%
4.2	989	5.5%
4.1	672	3.7%

rating_punctuality
Real number (ℝ)

Distinct	26
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.6133292

Minimum	1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	796.6 KiB

Quantile statistics

Minimum	1
5-th percentile	4
Q1	4.6
median	4.7
Q3	4.9
95-th percentile	5
Maximum	5
Range	4
Interquartile range (IQR)	0.3

Descriptive statistics

Standard deviation	0.46863288
Coefficient of variation (CV)	0.10158236
Kurtosis	23.298916
Mean	4.6133292
Median Absolute Deviation (MAD)	0.1
Skewness	-4.0376156
Sum	82823.1
Variance	0.21961677
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
4.7	3944	22.0%
4.8	3276	18.2%
5	2274	12.7%
4.9	2216	12.3%
4.6	1777	9.9%
4.4	1043	5.8%
4.3	933	5.2%
4.5	770	4.3%
4	496	2.8%
4.2	236	1.3%
Other values (16)	988	5.5%

Value	Count	Frequency (%)
1	106	0.6%
2.1	26	0.1%
2.2	8	< 0.1%
2.3	14	0.1%
2.6	60	0.3%
2.9	14	0.1%
3	155	0.9%
3.2	22	0.1%
3.3	117	0.7%
3.4	2	< 0.1%

Value	Count	Frequency (%)
5	2274	12.7%
4.9	2216	12.3%
4.8	3276	18.2%
4.7	3944	22.0%
4.6	1777	9.9%
4.5	770	4.3%
4.4	1043	5.8%
4.3	933	5.2%
4.2	236	1.3%
4.1	127	0.7%

rating_overall
Real number (ℝ)

Distinct	31
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.4244862

Minimum	0
Maximum	5
Zeros	5
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	796.6 KiB

Quantile statistics

Minimum	0
5-th percentile	3.4
Q1	4.2
median	4.6
Q3	4.8
95-th percentile	5
Maximum	5
Range	5
Interquartile range (IQR)	0.6

Descriptive statistics

Standard deviation	0.49362784
Coefficient of variation (CV)	0.11156727
Kurtosis	5.8400381
Mean	4.4244862
Median Absolute Deviation (MAD)	0.2
Skewness	-1.873117
Sum	79432.8
Variance	0.24366844
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
4.8	2863	15.9%
4.7	2503	13.9%
4.6	2209	12.3%
4.4	1531	8.5%
4.5	1359	7.6%
5	1020	5.7%
3.8	960	5.3%
4.9	945	5.3%
4.2	855	4.8%
4	803	4.5%
Other values (21)	2905	16.2%

Value	Count	Frequency (%)
0	5	< 0.1%
1	16	0.1%
2	17	0.1%
2.2	10	0.1%
2.3	16	0.1%
2.5	18	0.1%
2.6	7	< 0.1%
2.7	90	0.5%
2.8	93	0.5%
2.9	80	0.4%

Value	Count	Frequency (%)
5	1020	5.7%
4.9	945	5.3%
4.8	2863	15.9%
4.7	2503	13.9%
4.6	2209	12.3%
4.5	1359	7.6%
4.4	1531	8.5%
4.3	670	3.7%
4.2	855	4.8%
4.1	671	3.7%

reviewer_count
Real number (ℝ)

Distinct	443
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2048.754

Minimum	0
Maximum	17351
Zeros	5
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	796.6 KiB

Quantile statistics

Minimum	0
5-th percentile	11
Q1	106
median	472
Q3	2051
95-th percentile	8733
Maximum	17351
Range	17351
Interquartile range (IQR)	1945

Descriptive statistics

Standard deviation	3519.7191
Coefficient of variation (CV)	1.7179804
Kurtosis	6.855888
Mean	2048.754
Median Absolute Deviation (MAD)	449
Skewness	2.6121289
Sum	36781280
Variance	12388423
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
169	408	2.3%
81	406	2.3%
11	284	1.6%
163	244	1.4%
6	241	1.3%
106	226	1.3%
8632	188	1.0%
370	180	1.0%
89	178	1.0%
200	177	1.0%
Other values (433)	15421	85.9%

Value	Count	Frequency (%)
0	5	< 0.1%
1	97	0.5%
2	95	0.5%
3	18	0.1%
4	15	0.1%
5	89	0.5%
6	241	1.3%
7	139	0.8%
8	38	0.2%
9	51	0.3%

Value	Count	Frequency (%)
17351	138	0.8%
17341	104	0.6%
17331	52	0.3%
13965	172	1.0%
13961	120	0.7%
13954	62	0.3%
13951	4	< 0.1%
13084	65	0.4%
13078	55	0.3%
13074	20	0.1%

number_of_seat
Real number (ℝ)

Distinct	36
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.475185

Minimum	4
Maximum	241
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	796.6 KiB

Quantile statistics

Minimum	4
5-th percentile	7
Q1	11
median	22
Q3	34
95-th percentile	40
Maximum	241
Range	237
Interquartile range (IQR)	23

Descriptive statistics

Standard deviation	13.4868
Coefficient of variation (CV)	0.60007516
Kurtosis	90.002147
Mean	22.475185
Median Absolute Deviation (MAD)	11
Skewness	5.724673
Sum	403497
Variance	181.89378
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=36)

Value	Count	Frequency (%)
24	3539	19.7%
34	2817	15.7%
7	1910	10.6%
9	1878	10.5%
22	1560	8.7%
11	983	5.5%
21	750	4.2%
16	653	3.6%
32	599	3.3%
40	588	3.3%
Other values (26)	2676	14.9%

Value	Count	Frequency (%)
4	9	0.1%
6	110	0.6%
7	1910	10.6%
8	17	0.1%
9	1878	10.5%
10	349	1.9%
11	983	5.5%
12	102	0.6%
13	64	0.4%
15	29	0.2%

Value	Count	Frequency (%)
241	24	0.1%
46	47	0.3%
45	277	1.5%
44	158	0.9%
43	54	0.3%
42	27	0.2%
41	153	0.9%
40	588	3.3%
38	176	1.0%
36	281	1.6%

duration_minutes
Real number (ℝ)

Distinct	231
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	371.41536

Minimum	30
Maximum	1500
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	796.6 KiB

Quantile statistics

Minimum	30
5-th percentile	90
Q1	150
median	330
Q3	525
95-th percentile	840
Maximum	1500
Range	1470
Interquartile range (IQR)	375

Descriptive statistics

Standard deviation	252.62814
Coefficient of variation (CV)	0.68017687
Kurtosis	0.46110505
Mean	371.41536
Median Absolute Deviation (MAD)	180
Skewness	0.96680861
Sum	6668020
Variance	63820.976
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
150	1440	8.0%
180	1060	5.9%
120	687	3.8%
90	631	3.5%
390	502	2.8%
360	472	2.6%
210	370	2.1%
80	351	2.0%
480	328	1.8%
135	323	1.8%
Other values (221)	11789	65.7%

Value	Count	Frequency (%)
30	27	0.2%
35	21	0.1%
45	14	0.1%
50	61	0.3%
60	211	1.2%
65	14	0.1%
70	42	0.2%
75	83	0.5%
80	351	2.0%
85	2	< 0.1%

Value	Count	Frequency (%)
1500	7	< 0.1%
1260	7	< 0.1%
1185	22	0.1%
1170	23	0.1%
1160	7	< 0.1%
1155	37	0.2%
1150	14	0.1%
1140	102	0.6%
1135	1	< 0.1%
1125	22	0.1%

Interactions

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

	company_name	departure_time	pickup_point	arrival_time	dropoff_point	price_original	price_discounted	departure_date	start_point	destination	rating_safety	rating_info_accuracy	rating_info_completeness	rating_staff_attitude	rating_comfort	rating_service_quality	rating_punctuality	rating_overall	reviewer_count	number_of_seat	duration_minutes
0	Hoàng Thuỷ	18:45:00	Bến xe	05:45	Bến xe	350000	300000	2025-11-12	Sài Gòn	Gia Lai	4.8	4.7	4.7	4.7	4.6	4.6	4.9	4.7	3485	34	660
1	Sinh Diên Hồng	17:30:00	Bến xe	04:15	Bến xe	370000	296000	2025-11-12	Sài Gòn	Gia Lai	4.7	4.7	4.8	4.8	4.6	4.6	4.9	4.6	237	34	645
2	Phong Phú	20:00:00	Văn phòng	07:45	Văn phòng	530000	399000	2025-11-12	Sài Gòn	Gia Lai	4.5	4.5	4.6	4.5	4.4	4.4	4.7	4.5	8677	24	705
3	Kính Diên Hồng	18:40:00	Bến xe	05:40	Bến xe	350000	0	2025-11-12	Sài Gòn	Gia Lai	4.7	4.6	4.7	4.6	4.5	4.5	4.5	4.6	1135	34	660
4	Đức Đạt	20:10:00	Bến xe	06:35	Bến xe	350000	300000	2025-11-12	Sài Gòn	Gia Lai	4.6	4.5	4.6	4.5	4.5	4.5	4.9	4.7	1027	34	625
5	Vương Tấn Dũng	16:45:00	Văn phòng	06:00	Other	380000	320000	2025-11-12	Sài Gòn	Gia Lai	4.8	4.8	4.8	4.8	4.8	4.8	4.9	4.8	386	34	795
6	Thuận Tiến	18:50:00	Bến xe	07:15	Bến xe	350000	0	2025-11-12	Sài Gòn	Gia Lai	4.7	4.7	4.8	4.6	4.6	4.6	4.9	4.7	4957	34	745
7	Bảy Lang	18:30:00	Bến xe	05:30	Bến xe	350000	0	2025-11-12	Sài Gòn	Gia Lai	4.8	4.6	4.6	4.7	4.5	4.6	4.6	4.7	279	34	660
8	Tấn Hưng	17:30:00	Bến xe	06:55	Văn phòng	650000	399000	2025-11-12	Sài Gòn	Gia Lai	4.5	4.3	4.5	4.5	4.5	4.4	4.0	4.4	104	24	805
9	Gia Phú - Gia Lai	18:45:00	Bến xe	05:45	Bến xe	550000	500000	2025-11-12	Sài Gòn	Gia Lai	4.5	4.3	4.4	4.5	4.3	4.2	5.0	4.4	108	22	660

	company_name	departure_time	pickup_point	arrival_time	dropoff_point	price_original	price_discounted	departure_date	start_point	destination	rating_safety	rating_info_accuracy	rating_info_completeness	rating_staff_attitude	rating_comfort	rating_service_quality	rating_punctuality	rating_overall	reviewer_count	number_of_seat	duration_minutes
2644	Cúc Tùng	19:45:00	Bến xe	05:45	Bến xe	503000	330000	2025-11-19	Đà Nẵng	Nha Trang - Khánh Hòa	4.1	3.9	4.1	4.0	4.0	3.8	4.1	3.8	2861	21	600
2645	Cúc Tùng	19:45:00	Bến xe	07:00	Văn phòng	503000	330000	2025-11-19	Đà Nẵng	Nha Trang - Khánh Hòa	4.1	3.9	4.1	4.0	4.0	3.8	4.1	3.8	2861	21	675
2646	Tân Quang Dũng	11:30:00	Văn phòng	22:00	Other	450000	0	2025-11-19	Đà Nẵng	Nha Trang - Khánh Hòa	4.1	3.9	4.0	4.0	3.9	3.8	4.3	3.8	2386	32	630
2647	Tân Quang Dũng	18:52:00	Văn phòng	05:22	Other	1000000	0	2025-11-19	Đà Nẵng	Nha Trang - Khánh Hòa	4.1	3.9	4.0	4.0	3.9	3.8	4.3	3.8	2386	22	630
2648	Tân Quang Dũng	19:00:00	Văn phòng	05:30	Other	450000	0	2025-11-19	Đà Nẵng	Nha Trang - Khánh Hòa	4.1	3.9	4.0	4.0	3.9	3.8	4.3	3.8	2386	32	630
2649	Cúc Tùng	18:00:00	Bến xe	05:15	Văn phòng	626000	330000	2025-11-19	Đà Nẵng	Nha Trang - Khánh Hòa	4.1	3.9	4.1	4.0	4.0	3.8	4.1	3.8	2861	21	675
2650	Tân Quang Dũng	19:01:00	Văn phòng	05:31	Other	450000	0	2025-11-19	Đà Nẵng	Nha Trang - Khánh Hòa	4.1	3.9	4.0	4.0	3.9	3.8	4.3	3.8	2386	22	630
2651	Tân Quang Dũng	18:45:00	Văn phòng	02:45	Other	450000	0	2025-11-19	Đà Nẵng	Nha Trang - Khánh Hòa	4.1	3.9	4.0	4.0	3.9	3.8	4.3	3.8	2386	22	480
2652	Tân Quang Dũng	18:45:00	Văn phòng	02:50	Bến xe	450000	0	2025-11-19	Đà Nẵng	Nha Trang - Khánh Hòa	4.1	3.9	4.0	4.0	3.9	3.8	4.3	3.8	2386	22	485
2653	Tân Quang Dũng	18:36:00	Văn phòng	06:06	Other	450000	0	2025-11-19	Đà Nẵng	Nha Trang - Khánh Hòa	4.1	3.9	4.0	4.0	3.9	3.8	4.3	3.8	2386	22	690

Overview

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Sample